Overview

The Knowledge Transfer Ireland website has a ‘Research Map of Ireland’ with details of state funded research organisations such as universities, institutes of technology and research centres of scale. Each of these organisations or hubs has its own unique page on the Knowledge Transfer Ireland website. The organisations can also be accessed via a list which has links to those individual pages. Each of the individual pages has a Google Maps widget from which the longitude-latitude coordinates can be gleaned. The individual pages also mention the ‘type’ of each organisation; e.g. University, SFI Research Centre, etc. The aim here is to scrape the list of organisations, and then visit each of the individual pages to find the type and coordinates for each organisation.

In terms of plotting, I would like to represent each organisation as a non-overlapping hexagon on the map, so that a large number of organisations in a single area is well-represented. I also want an inset for the Dublin area, since otherwise the hexagons will be pushed far from the locations of the organisations that they represent.

Here is an image of the end-goal.

This is what we’ll make

Webscraping Data

Setup

Use tidyverse for general data manipulation and plotting, sf for geospatial data, and rvest for web-scraping. RColorBrewer is used on one occasion only later on.

library(tidyverse)
library(sf)
library(rvest)

Scraping objective

The Knowledge Transfer Ireland website has a list of 73 organisations. The list can be viewed 5 organisations at a time, so is split over 15 separate URLs. We will go through each of these 15 pages and extract the names and descriptions of the organistions, as well as the link to the webpage for each individual organisation.

Screenshot of Knowledge Transfer Ireland webpage with list of organisations

Scraping list of pages of organisations

Here we create a vector page_urls which contains the URLs for each of the 15 pages listing organistions on the Knowledge Transfer Ireland website.

base_url <- 'https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/'
page_urls <- paste0(base_url , '?pageNumber=' , 1:15) 
rm(base_url)

Create an empty list which will contain data on each of these 15 pages. It will be populated using a for loop over the 15 URLs in page_urls. We use the function html_elements from the rvest package to extract specific html elements. The h2 objects contain the names of the organisations, the paragraph (p) objects contain descriptions of the organisations, and the ‘a href’ objects contain links to the individual pages for each of the organisations.

page_data_list <- list()

# loop over the number of pages (15)
for(i in 1:length(page_urls)){
  # read in the html
  page <- read_html(page_urls[i])
  # get name which is are the h2 objects
  name <- page %>% 
    html_elements('h2') %>% 
    html_text() %>% 
    as.data.frame() %>% 
    rename(name=1)
  # get description, which are paragraphs followed by another paragraph that starts with 'Read More >>'
  desc <- page %>% 
    html_elements('p') %>% 
    html_text() %>% 
    str_squish() %>% 
    as.data.frame() %>% 
    rename(desc=1) %>% 
    filter(lead(desc) == 'Read More >>')
  # get link, which is an 'a href' object with a specific starting pattern
  link <- page %>% 
    html_elements('a') %>% 
    html_attr('href') %>% 
    str_squish() %>% 
    as.data.frame() %>% 
    rename(link=1) %>% 
    filter(str_detect(link, '/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/\\w')) %>% 
    distinct()
  
  page_data_list[[i]] <- bind_cols(name, desc, link)
  rm(name, desc, link)
  
}

You will see in the code above that the descriptions are captured by taking all of the paragraphs, but filtering where the subsequent paragraph was equal to 'Read More >>'. You are probably wondering how this approach came about. It was observed at some point while looking at the data that the text that I wanted was always followed by a row with “Read More >>”, and that pattern can be seen in hte html code for the page as well, see the image below. You could probably also capture only the paragraphs with class equal to “summary”.

Descriptions of organisations are always followed by a paragraph equal to 'Read More >>'

Now we can bind the list page_data_list into a dataframe. I also make some changes to the URLs, replacing long dashes with '%E2%80%93' and spaces with '%20'. Otherwise R can’t find them. Then we attach the URL prefix (https://www.knowledgetransferireland.com).

page_data <- bind_rows(page_data_list) %>% 
  mutate(link = link %>% 
           str_replace_all('–', '%E2%80%93') %>% 
           str_replace_all(' ', '%20') %>% 
           str_c('https://www.knowledgetransferireland.com', . ))
name desc link
Athlone Institute of Technology TUS Athlone’s strategy is to be a partner of choice for enterprise - focusing our research, innovation and enterprise support activities on addressing the needs of regional and national industry. We do this by proactive… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Athlone-Institute-of-Technology.html
Technological University Dublin (TU Dublin) - Tallaght TTO The Technology Transfer Office (TTO) at the Institute of Technology, Tallaght engages with industry to maximise the economic potential of ITT research and innovation. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Technological-University-Dublin-Tallaght-TTO.html
Technological University Dublin (TU Dublin) - Blanchardstown TTO ITB prides itself on being a practice-led higher education institute building on its emerging strengths in applied research, development and innovation by working closely with local industry to develop capability for eco… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Technological-University-Dublin-TU-Dublin-Blanchardstown-TTO.html
Institute of Technology Carlow (IT Carlow) TTO The Institute of Technology Carlow is committed to delivering research outputs with clear societal and economic impact. We have a proven track record of excellence in delivering international and industrial impact in a n… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Institute_of_Technology_Carlow_IT_Carlow_TTO.html
Munster Technological University Kerry (MTU Kerry) TTO The majority of the research conducted at the university is collaborative and focused on delivering innovative solutions to our industrial partners to promote competitiveness and new job creation. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Munster-Technological-University-Kerry-MTU-Kerry-TTO.html
Limerick Institute of Technology Collaboration also lies at the heart of LIT’s enterprise development activity and its unique Enterprise Ladder, through which our Enterprise Development and Business Liaison Manager Gillian Barry works closely with Enter… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Limerick-Institute-of-Technology.html
Maynooth University TTO We do things differently at Maynooth – and our approach has had a major impact on the local economy. We have one of Ireland’s strongest spin-out performances and play a key role in anchoring and retaining foreign direct … https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Maynooth-University-TTO.html
Trinity College Dublin (TCD) TTO Trinity is recognised as one of the world’s leading research-intensive universities and its research continues to address issues of global, societal and economic importance. The university’s research strategy is based on… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Trinity_College_Dublin_TCD_TTO.html
University College Cork (UCC) TTO UCC plays a key role in the development of Ireland’s knowledge-based economy and provides strong support for entrepreneurship and new business creation, with entrepreneurship education modules available to all students. … https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/University_College_Cork_UCC_TTO.html
University College Dublin (UCD) TTO University College Dublin is an environment of excellence. This is visible across its education programmes, in its research teams and in the facilities and systems that support them. UCD also recognises the critical impo… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/University_College_Dublin_UCD_TTO.html
University of Limerick (UL) TTO The University of Limerick has an established reputation for being Ireland’s leading university in industry-led research. This has resulted in significant research commercialisation activities and collaboration between o… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/University_of_Limerick.html
Waterford Institute of Technology (WIT) TTO Waterford Institute of Technology’s research vision is to drive regional economic development through our global reputation for research and innovation excellence. The Technology Transfer Office is driving the realisatio… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Waterford_Institute_of_Technology_WIT_TTO.html
Munster Technological University Cork (MTU Cork) TTO The Industry Liaison Office in MTU Cork is responsible for all technology transfer activities between the institute and industry. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Munster-Technological-University-Cork-MTU-Cork-TTO.html
Dublin City University (DCU) TTO As the gateway for doing business with DCU, Invent works with researchers to collaborate with industry through licensing of our intellectual property or the creation of new IP through research partnerships. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Dublin_City_University_DCU_TTO.html
Letterkenny Institute of Technology (LYIT) TTO LYIT is acutely aware of its responsibility to contribute to regional and national economic prosperity and employment creation. We continue to deliver on this important strategic priority by leveraging Higher Education i… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Letterkenny_Institute_of_Technology_LYIT_TTO.html
Galway-Mayo Institute of Technology (GMIT) TTO We believe in an integrated approach to research, development and innovation (RDI) and have streamlined operations into a number of research centres and an Innovation Hub. Our research centres, focussing on marine and fr… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Galway-Mayo_Institute_of_Technology_GMIT_TTO.html
Dundalk Institute of Technology (DkIT) TTO The Regional Development Centre, through its technology transfer and applied research services provides: Industry collaboration through knowledge transfer services aimed at established enterprises and external organisa… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Dundalk_Institute_of_Technology_DkIT_TTO.html
Dun Laoghaire Institute of Art, Design & Technology (IADT) TTO With deep expertise and experience in areas such as design, visual communication, multimedia and psychology. Our staff regularly help companies re-think how their technology, products and services can be designed to maxi… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Dun_Laoghaire_Institute_of_Art_Design_Technology_IADT_TTO1.html
National University of Ireland Galway TTO (NUIG) NUI Galway is a research-led University which emphasises inter-disciplinary research programmes and collaborations with industry and social and cultural partners in areas of strategic importance, both regionally and nati… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/National-University-of-Ireland-Galway-TTO-NUIG-.html
Institute of Technology Sligo TTO IT Sligo has been involved in research for over 30 years. One of the strategic objectives of research at the Institute is to directly support business to provide new knowledge and increased capacity to operate in a devel… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Institute-of-Technology-Sligo-TTO.html
Lero - Irish Software Engineering Research Centre - Limerick Lero is the Irish Software Engineering Research CSET in University of Limerick. It brings together leading software engineering (SE) teams from Universities and Institutes of Technology in a coordinated centre of researc… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Lero-Irish-Software-Engineering-Research-Centre-Limerick.html
AMBER - Advanced Materials and BioEngineering Research - Dublin AMBER (Advanced Materials and BioEngineering Research) is a Science Foundation Ireland (SFI) funded centre that provides a partnership between leading researchers in material science and industry. It is jointly hosted i… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/AMBER_-_Advanced_Materials_and_BioEngineering_Research.html
APC - Microbiome Institute - Cork APC is a gastrointestinal health research centre exploring the role that gastrointestinal bacteria (microbiota) play in health and disease. The microbiota is a target for treatment and prevention of disease, and a source… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/APC-Microbiome-Institute-Cork.html
INFANT - Irish Centre for Foetal and Neonatal Translational Research - Cork INFANT: INNOVATION FOR THE NEXT GENERATION Founded upon over a decade of worldclass collaborative research and a diverse array of national and international academic and industry partnerships, INFANT is now an internatio… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/INFANT-Irish-Centre-for-Foetal-and-Neonatal-Translational-Research-Cork.html
Insight – Centre for Data Analytics We live in a data rich world, where almost everything we do results in a data record being created and stored somewhere. Our vision is to create a healthier, safer, more productive world by empowering a data-driven socie… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Insight-%E2%80%93-Centre-for-Data-Analytics.html
IPIC - Irish Photonic Integration Centre - Cork IPIC in University College Cork, will address the grand challenge of Photonic Integration, which the team equates to the grand challenge of electronic integration in the 1960s. They will develop novel integrated photonic… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/IPIC-%E2%80%93-Irish-Photonic-Integration-Centre-Cork.html
MaREI - Marine Renewable Energy Ireland - Cork The MaREI programme is founded on well-established Marine Renewable Energy (MRE) research capability distributed throughout Ireland. The centre brings together expert groups who have established themselves as internation… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/MaREI-%E2%80%93-Marine-Renewable-Energy-Ireland-Cork.html
SSPC, the SFI Research Centre for Pharmaceuticals Synthesis and Solid State Pharmaceutical Centre (SSPC), the Science Foundation Ireland (SFI) Research Centre for Pharmaceuticals, is a hub of Irish pharmaceutically relevant research expertise developing innovative techn… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/SSPC-the-SFI-Research-Centre-for-Pharmaceuticals-.html
CeADAR – Data Analytics & Machine Intelligence - Dublin CeADAR (the Centre for Applied Data Analytics Research) is an industry-led technology centre initiative for innovation and applied research that accelerates the development, deployment and adoption of Data Analytics tech… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/CeADAR-%E2%80%93-Data-Analytics-Machine-Intelligence-Dublin.html
FHI - Food for Health Ireland - Dublin Food for Health Ireland (FHI) in University College Dublin is a leading global innovation centre for the development of nutritional functional ingredients to improve health, wellness and quality of life. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/FHI-Food-for-Health-Ireland-Dublin.html
IMR - Irish Manufacturing Research - Mullingar IMR is a ‘not-for-profit’ research company, limited by guarantee (membership not shareholding) that is carrying out research in areas of manufacturing productivity. It includes areas of research in training and developme… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/IMR-Irish-Manufacturing-Research-Mullingar.html
Learnovate Centre - Dublin The Learnovate Centre is an industry-led centre of excellence for research and innovation in learning technologies, hosted by Trinity College, Dublin. Our mission is to enhance the competitive advantage of Ireland’s lear… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Learnovate-Centre-Dublin.html
MCCI - Microelectronics - Cork MCCI – the Microelectronics Technology Centre in the Tyndall National Institute. MCCI is an EI/IDA funded technology centre focused on carrying out microelectronic circuit research for the benefit of industry. The MCCI v… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/MCCI-Microelectronics-Cork.html
Pharmaceutical Manufacturing (PMTC) - Limerick The vision of the PMTC is to support and develop the Irish pharmaceutical industry (small and large molecule) by improving manufacturing competitiveness and enhancing the research and development mandate and activity of … https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/PMTC-Pharmaceutical-Manufacturing-Limerick.html
APT - Applied Polymer Technologies - Athlone The Applied Polymer Technology (APT) Gateway is an interdisciplinary technology gateway focused on all aspects of polymer research. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/APT-Applied-Polymer-Technologies-Athlone.html
CAPPA - Centre for Advanced Photonics and Process Analysis - Cork CAPPA’s researchers have a strong track record of engagement with industry. Early collaborations centred on activities in our Photonic Material & Devices Strand and as a consequence was primarily with the photonics secto… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/CAPPA-Centre-for-Advanced-Photonics-and-Process-Analysis-Cork.html
COMAND - Interactive Media Technologies - Athlone COMAND concentrates on the research and development of prospective interactive media technologies, based at the SRI Athlone Institute of Technology focuses on Cross Platform Applications, Mobile Media Cloud and 3D Sensi… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/COMAND-Interactive-Media-Technologies-Athlone.html
CREST - Centre for Research in Engineering Surface Technology - Dublin The CREST Centre in Dublin Institute of Technology, is the only dedicated surface coatings laboratory on the Island of Ireland. It exists to serve the SMART economy by means of translating in-house fundamental knowledge … https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/CREST-Centre-for-Research-in-Engineering-Surface-Technology-Dublin.html
IMaR - Intelligent Mechatronics and RFID - Tralee In 2013 the IT Tralee was awarded Enterprise Ireland Technology Gateway funding (up to €1.2m over 5 years) to establish the IMaR Technology Gateway. The principal theme of the IMaR Technology Gateway is on the design and… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/IMaR-Intelligent-Mechatronics-and-RFID-Tralee.html
MiCRA - Microsensors for Clinical Research and Analysis - Dublin MiCRA is an award winning Technology Gateway located in the Institute of Technology, Tallaght. The Gateway was established, through funding from Enterprise Ireland, to enable Industry access to the skills, expertise and … https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/MiCRA-Microsensors-for-Clinical-Research-and-Analysis-Dublin.html
PMBrc - Pharmaceutical & Molecular Biotechnology Research Centre - Waterford The Pharmaceutical and Molecular Biotechnology Research Centre (PMBRC) is an applied research centre which aims to support the sustainable growth of the pharmaceutical and healthcare industry in the south east of Ireland… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/PMBrc-Pharmaceutical-Molecular-Biotechnology-Research-Centre-Waterford.html
SEAM - South Eastern Applied Materials Research Centre - Waterford SEAM is an industry focussed applied research centre, providing innovative materials engineering solutions for companies from a wide range of sectors, including bio-medical devices, pharmaceuticals, micro-electronics, pr… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/SEAM-South-Eastern-Applied-Materials-Research-Centre-Waterford.html
Shannon ABC - Nutraceuticals Research - Tralee/ Limerick Shannon ABC Gateway in Institute of Technology Tralee, has on-going and expanding programmes to explore natural products for novel bioactive substances of value to the Healthcare, Forensic, Pharmaceutical, Food, Cosmeti… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Shannon-ABC-Nutraceuticals-Research-Tralee-Limerick.html
NIMBUS - Embedded Computing and Software Systems - Cork The NIMBUS Gateway based in the Nimbus Centre at CIT, has a team of 40+ hardware and software researchers working with companies who require technical expertise in Smart Technologies, Internet of Things and Cyber Physica… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/NIMBUS-Embedded-Computing-and-Software-Systems-Cork.html
WiSAR Lab - Wireless Sensor Technologies - Letterkenny The WiSAR Lab is an Enterprise Ireland funded Technology Gateway (www.technologygateway.ie) based in the CoLab in the Letterkenny Institute of Technology (LYIT). The core objective of the WiSAR Gateway is to become a hub… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/WiSAR-Lab-Wireless-Sensor-Technologies-Letterkenny.html
Teagasc Food Research Centre - Ashtown & Moorepark The Food Programme focuses on quality, safety and food product innovation, with emphasis in Ashtown on meat and meat products, cereals and consumer foods and food industry support services Agri-Food Business and Spatial… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Teagasc-Food-Research-Centre-Ashtown-Moorepark.html
ADAPT - Centre for Digital Content Technology ADAPT research and technologies will help businesses in all sectors to manage, personalise and deliver digital content more effectively. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/ADAPT-Centre-for-Digital-Content-Technology.html
iCRAG - Irish Centre for Research in Applied Geosciences Introduction to iCRAG- Irish Centre for Research in Applied Geosciences https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/iCRAG-Irish-Centre-for-Research-in-Applied-Geosciences.html
CURAM SFI Research Centre for Medical Devices - Galway CÚRAM aims to radically improve health outcomes for patients by developing ‘smart’ medical devices and implants. These devices are developed through collaborations with industry partners and hospital groups, to enable ra… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/CURAM-SFI-Research-Centre-for-Medical-Devices-Galway.html
CONNECT - The Centre for Future Networks and Communications - Dublin The Centre for Future Networks and Communications (CONNECT) is a research centre for communications networking, services, applications and technologies. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/CONNECT-The-Centre-for-Future-Networks-and-Communications-Dublin.html
DPTC - The Dairy Processing Technology Centre Introduction to DPTC - The Dairy Processing Technology Centre (DPTC) is an industry–academic collaborative research centre, hosted by the University of Limerick, with a research agenda driven by the long-term growth oppo… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/DPTC-The-Dairy-Processing-Technology-Centre.html
Marine Institute Introduction to the Marine Institute. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Marine-Institute.html
ICHEC - Irish Centre for High-End Computing Introduction to ICHEC - Irish Centre for High-End Computing https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/ICHEC-Irish-Centre-for-High-End-Computing.html
Tyndall National Institute Introduction to Tyndall National Institute. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Tyndall-National-Institute.html
NIBRT - National Institute for Bioprocessing Research & Training Introduction to NIBRT - National Institute for Bioprocessing Research & Training https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/NIBRT-National-Institute-for-Bioprocessing-Research-Training.html
Royal College of Surgeons Ireland (RCSI) Since its foundation in 1784, RCSI has played a leadership role in both research and in Irish surgical and medical education. The College’s research vision is to improve human health through translational medical researc… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Royal-College-of-Surgeons-Ireland-RCSI-.html
Precision Engineering, Materials and Manufacturing research - Sligo https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Precision-Engineering-Materials-and-Manufacturing-research-Sligo.html
MET Gateway - Medical & Engineering Technology - Galway https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/MET-Gateway-Medical-Engineering-Technology-Galway.html
Design and Applied Design Technology Gateway - Carlow https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Design-and-Applied-Design-Technology-Gateway-Carlow.html
BiOrbic Bioeconomy Research Centre - Dublin BiOrbic Bioeconomy Research Centre harnesses the wealth of Ireland’s natural resources on land and in the sea for the development of a sustainable circular Irish bioeconomy, enabling vibrant sustainable communities.. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/BiOrbic-Bioeconomy-Research-Centre-Dublin.html
CONFIRM - Smart Manufacturing Research Centre - Limerick Smart manufacturing involves the complete convergence of IT systems and industrial automation systems. Confirm’s mission is to support the transformation of the Irish manufacturing sector to a smart manufacturing paradig… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/CONFIRM-Smart-Manufacturing-Research-Centre-Limerick.html
Future Neuro - Centre for Chronic and Rare Neurological Diseases - Dublin Future-Neuro will develop novel therapeutics, diagnostics and e-health infrastructure for patients with chronic and rare neurological diseases of significant economic and societal burden. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/FutureNeuro-Centre-for-Chronic-and-Rare-Neurological-Diseases-Dublin.html
HRB - Health Research Board Health Research Board Clinical Research Coordination Ireland (HRB CRCI) is an independent integrated national clinical research network, providing centralised support in the conduct of multicentre clinical trials (both c… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/HRB-Health-Research-Board.html
I-Form Advanced Manufacturing Research Centre - Dublin https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/I-Form-Advanced-Manufacturing-Research-Centre-Dublin.html
MTI - Meat Technology Ireland Meat Technology Ireland (MTI) is an industry-led initiative that will build a strategic research and innovation base in beef and sheepmeat processing in Ireland. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/MTI%20-%20Meat-Technology-Ireland.html
National College of Ireland (NCI) TTO The NCI Technology Transfer office was set up to assist staff and students in the commercialisation of research which is supported by Enterprise Ireland and Knowledge Transfer Ireland under the Technology Transfer Streng… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/National-College-of-Ireland-NCI-TTO.html
DIAS - The Dublin Institute for Advanced Studies (TTO) DIAS, a unique institution in the Irish research landscape, has a role and focus to conduct scholarship and fundamental advanced research in specific disciplines. DIAS acts as a national hub for those disciplines and has… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/DIAS-The-Dublin-Institute-for-Advanced-Studies-TTO-.html
TSSG - Telecommunications Software & Systems Gateway TSSG in Waterford Institute of Technology can assist you to unlock the potential of your business through the design and delivery of technology that empower’s your business to meet the demands of today’s customers. TSSG… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/TSSG-Telecommunications-Software-Systems-Gateway.html
National College of Art & Design (NCAD) TTO NCAD Origin8 was established in 2013 as our technology transfer office and client gateway. Our focus to date has been to commercialise close to market product design. NCAD Origin8 has had three campus company spin-outs,… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/National-College-of-Art-Design-NCAD-TTO.html
Technological University Dublin (TU Dublin) TTO TU Dublin hosts a thriving research community engaged in applying innovation and technology to solve the world’s most pressing challenges. With campuses in Dublin City, Tallaght and Blanchardstown. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/Technological-University-Dublin-TU-Dublin-TTO.html
VistaMilk The SFI VistaMilk Centre represents a unique collaboration between Agri-Food and information communications technology (ICT) research institutes and leading Irish/multinational food and ICT companies. https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/VistaMilk.html
APT – Advanced Processing Technology Research Centre Dublin The Advanced Processing Technology Research Centre (APT), is a leading interdisciplinary research centre located in the Dublin City University for a world class materials and laser processing and advanced manufacturing r… https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/APT-%E2%80%93-Advanced-Processing-Technology-Research-Centre-Dublin-.html
CREDIT - Centre for Renewables and Energy - Dundalk https://www.knowledgetransferireland.com/Research_in_Ireland/Research-Map-of-Ireland/HEI-Profiles/CREDIT-Centre-for-Renewables-and-Energy-Dundalk-.html

Scraping data from individual organisations

Now we have a dataframe of 73 rows, one for each organisation. We now scrape the individual pages for each of these to find their type and coordinates.

From the individual pages we would like to extract the type of organisation and the lat-long coordinates. The type of each organisation is stored as the first paragraph object on each page, so it can be captured using html_element('p'). However, the rest of the page cannot be queried using rvest tools, or at least I can’t figure out how to do it, I think because it is processed with CSS. We do still have all the code for the page, and it turns out that the lat-long coordinates can be located within the code as they are preceded by a particular string pattern, which we’ll see in a minute. This code extracts the first paragraph element from each page and the entire code, in a similar way to how the first 73 pages were scanned.

sub_page_list <- list()
for(i in 1:nrow(page_data)){
  
  sub_page_list[[i]] <- read_html( page_data$link[i])
  
  type <- sub_page_list[[i]] %>% 
    html_element('p') %>% 
    html_text()
  
  sub_page_list[[i]] <- sub_page_list[[i]] %>% 
    html_text() %>% 
    as.data.frame() %>% 
    rename(entire_code=1) %>% 
    mutate(type=type)
}

To find the longitude and latitude for individual organisations, we make use of the fact that they are contained in the code within a specific string pattern. Shown below is an image of a sample piece of code where longitude and latitude for an organisation can be readily extracted.

Sample web code showing how coordinates are found within string pattern

The coordinates are a non-zero-length sequence of digits, full-stops and minuses: [\\d\\.-]+ preceded by a particular string pattern pToolsMarkerItem\\.GeoLongitude = (with GeoLongitude as .GeoLatitude for latitude). We can extract these coordinates using str_extract applied to the dataframe made by binding the rows of sub_page_list.

sub_pages <- bind_rows(sub_page_list) %>% 
  mutate(long = str_extract(entire_code , '(?<=pToolsMarkerItem\\.GeoLongitude = )[\\d\\.-]+'),
         lat = str_extract(entire_code , '(?<=pToolsMarkerItem\\.GeoLatitude = )[\\d\\.-]+')) %>% 
  select(-entire_code) %>% 
  mutate(across(c(long, lat) , as.numeric))
type long lat
Institute of Technology TTO -7.901287 53.41680
University TTO -6.367307 53.28941
University TTO -6.378036 53.40562
Institute of Technology TTO -6.936064 52.82732
University TTO -9.688954 52.27139
Institute of Technology TTO -8.648032 52.67411
University TTO -6.601453 53.38457
University TTO -6.254525 53.34289
University TTO -8.492775 51.89299
University TTO -6.219077 53.30706
University TTO -8.568048 52.67425
Institute of Technology TTO -7.138925 52.24591
University TTO -8.534489 51.88534
University TTO -6.257358 53.38502
Institute of Technology TTO -7.719569 54.95086
Institute of Technology TTO -9.008875 53.27743
Institute of Technology TTO -6.392756 53.98214
Institute of Technology TTO -6.155884 53.28103
University TTO -9.061457 53.27667
Institute of Technology TTO -8.461576 54.27673
SFI Research Centre -8.575172 52.67649
SFI Research Centre -6.249944 53.34366
SFI Research Centre -8.489255 51.89524
HEI Profiles -8.489385 51.89317
SFI Research Centre -6.258943 53.38563
SFI Research Centre -8.494148 51.89299
SFI Research Centre -8.492775 51.89299
SFI Research Centre -8.568048 52.67425
Technology Centre -6.234191 53.31264
Technology Centre -6.219077 53.30706
Technology Centre -6.465689 53.28971
Technology Centre -6.240219 53.34187
Technology Centre -8.492775 51.89299
Technology Centre -8.574970 52.66848
Technology Gateway -7.900941 53.41881
Technology Gateway -8.532258 51.88774
Technology Gateway -7.905082 53.42073
Technology Gateway -6.266324 53.33840
Technology Gateway -9.689690 52.27192
Technology Gateway -6.367307 53.28941
Technology Gateway -7.141660 52.24734
Technology Gateway -7.136028 52.24613
Technology Gateway -8.649413 52.67435
Technology Gateway -8.535970 51.88588
Technology Gateway -7.720985 54.95204
National Institutes and Facilities -6.336622 53.38093
SFI Research Centre -6.254577 53.34389
SFI Research Centre -6.222805 53.30925
SFI Research Centre -9.074015 53.29071
SFI Research Centre -6.250170 53.34221
Technology Centre -8.575857 52.67499
National Institutes and Facilities -8.976420 53.24823
National Institutes and Facilities -6.241150 53.34181
National Institutes and Facilities -8.483326 51.89837
National Institutes and Facilities -6.212018 53.30261
University TTO -6.261964 53.33912
Technology Gateway -8.464580 54.27685
Technology Gateway -9.004393 53.27638
Technology Gateway -6.937362 52.82773
SFI Research Centre -6.219077 53.30706
SFI Research Centre -8.576760 52.67256
SFI Research Centre -6.262576 53.33897
National Institutes and Facilities -6.244775 53.33724
SFI Research Centre -6.220654 53.30534
Technology Centre -6.336622 53.38072
University TTO -6.243179 53.34882
Institute of Technology TTO -6.245638 53.33134
Technology Gateway -7.139858 52.24607
University TTO -6.278675 53.34292
University TTO -6.278980 53.35321
SFI Research Centre -8.264160 52.16325
National Institutes and Facilities -6.263190 53.38481
Technology Gateway -6.540900 53.95093

That’s good. Now let’s create the dataset that we’ll use for plotting by adding the page_data columns.

hub_data <- bind_cols(page_data , sub_pages) %>% 
  select(-link)
name desc type long lat
Athlone Institute of Technology TUS Athlone’s strategy is to be a partner of choice for enterprise - focusing our research, innovation and enterprise support activities on addressing the needs of regional and national industry. We do this by proactive… Institute of Technology TTO -7.901287 53.41680
Technological University Dublin (TU Dublin) - Tallaght TTO The Technology Transfer Office (TTO) at the Institute of Technology, Tallaght engages with industry to maximise the economic potential of ITT research and innovation. University TTO -6.367307 53.28941
Technological University Dublin (TU Dublin) - Blanchardstown TTO ITB prides itself on being a practice-led higher education institute building on its emerging strengths in applied research, development and innovation by working closely with local industry to develop capability for eco… University TTO -6.378036 53.40562
Institute of Technology Carlow (IT Carlow) TTO The Institute of Technology Carlow is committed to delivering research outputs with clear societal and economic impact. We have a proven track record of excellence in delivering international and industrial impact in a n… Institute of Technology TTO -6.936064 52.82732
Munster Technological University Kerry (MTU Kerry) TTO The majority of the research conducted at the university is collaborative and focused on delivering innovative solutions to our industrial partners to promote competitiveness and new job creation. University TTO -9.688954 52.27139
Limerick Institute of Technology Collaboration also lies at the heart of LIT’s enterprise development activity and its unique Enterprise Ladder, through which our Enterprise Development and Business Liaison Manager Gillian Barry works closely with Enter… Institute of Technology TTO -8.648032 52.67411
Maynooth University TTO We do things differently at Maynooth – and our approach has had a major impact on the local economy. We have one of Ireland’s strongest spin-out performances and play a key role in anchoring and retaining foreign direct … University TTO -6.601453 53.38457
Trinity College Dublin (TCD) TTO Trinity is recognised as one of the world’s leading research-intensive universities and its research continues to address issues of global, societal and economic importance. The university’s research strategy is based on… University TTO -6.254525 53.34289
University College Cork (UCC) TTO UCC plays a key role in the development of Ireland’s knowledge-based economy and provides strong support for entrepreneurship and new business creation, with entrepreneurship education modules available to all students. … University TTO -8.492775 51.89299
University College Dublin (UCD) TTO University College Dublin is an environment of excellence. This is visible across its education programmes, in its research teams and in the facilities and systems that support them. UCD also recognises the critical impo… University TTO -6.219077 53.30706
University of Limerick (UL) TTO The University of Limerick has an established reputation for being Ireland’s leading university in industry-led research. This has resulted in significant research commercialisation activities and collaboration between o… University TTO -8.568048 52.67425
Waterford Institute of Technology (WIT) TTO Waterford Institute of Technology’s research vision is to drive regional economic development through our global reputation for research and innovation excellence. The Technology Transfer Office is driving the realisatio… Institute of Technology TTO -7.138925 52.24591
Munster Technological University Cork (MTU Cork) TTO The Industry Liaison Office in MTU Cork is responsible for all technology transfer activities between the institute and industry. University TTO -8.534489 51.88534
Dublin City University (DCU) TTO As the gateway for doing business with DCU, Invent works with researchers to collaborate with industry through licensing of our intellectual property or the creation of new IP through research partnerships. University TTO -6.257358 53.38502
Letterkenny Institute of Technology (LYIT) TTO LYIT is acutely aware of its responsibility to contribute to regional and national economic prosperity and employment creation. We continue to deliver on this important strategic priority by leveraging Higher Education i… Institute of Technology TTO -7.719569 54.95086
Galway-Mayo Institute of Technology (GMIT) TTO We believe in an integrated approach to research, development and innovation (RDI) and have streamlined operations into a number of research centres and an Innovation Hub. Our research centres, focussing on marine and fr… Institute of Technology TTO -9.008875 53.27743
Dundalk Institute of Technology (DkIT) TTO The Regional Development Centre, through its technology transfer and applied research services provides: Industry collaboration through knowledge transfer services aimed at established enterprises and external organisa… Institute of Technology TTO -6.392756 53.98214
Dun Laoghaire Institute of Art, Design & Technology (IADT) TTO With deep expertise and experience in areas such as design, visual communication, multimedia and psychology. Our staff regularly help companies re-think how their technology, products and services can be designed to maxi… Institute of Technology TTO -6.155884 53.28103
National University of Ireland Galway TTO (NUIG) NUI Galway is a research-led University which emphasises inter-disciplinary research programmes and collaborations with industry and social and cultural partners in areas of strategic importance, both regionally and nati… University TTO -9.061457 53.27667
Institute of Technology Sligo TTO IT Sligo has been involved in research for over 30 years. One of the strategic objectives of research at the Institute is to directly support business to provide new knowledge and increased capacity to operate in a devel… Institute of Technology TTO -8.461576 54.27673
Lero - Irish Software Engineering Research Centre - Limerick Lero is the Irish Software Engineering Research CSET in University of Limerick. It brings together leading software engineering (SE) teams from Universities and Institutes of Technology in a coordinated centre of researc… SFI Research Centre -8.575172 52.67649
AMBER - Advanced Materials and BioEngineering Research - Dublin AMBER (Advanced Materials and BioEngineering Research) is a Science Foundation Ireland (SFI) funded centre that provides a partnership between leading researchers in material science and industry. It is jointly hosted i… SFI Research Centre -6.249944 53.34366
APC - Microbiome Institute - Cork APC is a gastrointestinal health research centre exploring the role that gastrointestinal bacteria (microbiota) play in health and disease. The microbiota is a target for treatment and prevention of disease, and a source… SFI Research Centre -8.489255 51.89524
INFANT - Irish Centre for Foetal and Neonatal Translational Research - Cork INFANT: INNOVATION FOR THE NEXT GENERATION Founded upon over a decade of worldclass collaborative research and a diverse array of national and international academic and industry partnerships, INFANT is now an internatio… HEI Profiles -8.489385 51.89317
Insight – Centre for Data Analytics We live in a data rich world, where almost everything we do results in a data record being created and stored somewhere. Our vision is to create a healthier, safer, more productive world by empowering a data-driven socie… SFI Research Centre -6.258943 53.38563
IPIC - Irish Photonic Integration Centre - Cork IPIC in University College Cork, will address the grand challenge of Photonic Integration, which the team equates to the grand challenge of electronic integration in the 1960s. They will develop novel integrated photonic… SFI Research Centre -8.494148 51.89299
MaREI - Marine Renewable Energy Ireland - Cork The MaREI programme is founded on well-established Marine Renewable Energy (MRE) research capability distributed throughout Ireland. The centre brings together expert groups who have established themselves as internation… SFI Research Centre -8.492775 51.89299
SSPC, the SFI Research Centre for Pharmaceuticals Synthesis and Solid State Pharmaceutical Centre (SSPC), the Science Foundation Ireland (SFI) Research Centre for Pharmaceuticals, is a hub of Irish pharmaceutically relevant research expertise developing innovative techn… SFI Research Centre -8.568048 52.67425
CeADAR – Data Analytics & Machine Intelligence - Dublin CeADAR (the Centre for Applied Data Analytics Research) is an industry-led technology centre initiative for innovation and applied research that accelerates the development, deployment and adoption of Data Analytics tech… Technology Centre -6.234191 53.31264
FHI - Food for Health Ireland - Dublin Food for Health Ireland (FHI) in University College Dublin is a leading global innovation centre for the development of nutritional functional ingredients to improve health, wellness and quality of life. Technology Centre -6.219077 53.30706
IMR - Irish Manufacturing Research - Mullingar IMR is a ‘not-for-profit’ research company, limited by guarantee (membership not shareholding) that is carrying out research in areas of manufacturing productivity. It includes areas of research in training and developme… Technology Centre -6.465689 53.28971
Learnovate Centre - Dublin The Learnovate Centre is an industry-led centre of excellence for research and innovation in learning technologies, hosted by Trinity College, Dublin. Our mission is to enhance the competitive advantage of Ireland’s lear… Technology Centre -6.240219 53.34187
MCCI - Microelectronics - Cork MCCI – the Microelectronics Technology Centre in the Tyndall National Institute. MCCI is an EI/IDA funded technology centre focused on carrying out microelectronic circuit research for the benefit of industry. The MCCI v… Technology Centre -8.492775 51.89299
Pharmaceutical Manufacturing (PMTC) - Limerick The vision of the PMTC is to support and develop the Irish pharmaceutical industry (small and large molecule) by improving manufacturing competitiveness and enhancing the research and development mandate and activity of … Technology Centre -8.574970 52.66848
APT - Applied Polymer Technologies - Athlone The Applied Polymer Technology (APT) Gateway is an interdisciplinary technology gateway focused on all aspects of polymer research. Technology Gateway -7.900941 53.41881
CAPPA - Centre for Advanced Photonics and Process Analysis - Cork CAPPA’s researchers have a strong track record of engagement with industry. Early collaborations centred on activities in our Photonic Material & Devices Strand and as a consequence was primarily with the photonics secto… Technology Gateway -8.532258 51.88774
COMAND - Interactive Media Technologies - Athlone COMAND concentrates on the research and development of prospective interactive media technologies, based at the SRI Athlone Institute of Technology focuses on Cross Platform Applications, Mobile Media Cloud and 3D Sensi… Technology Gateway -7.905082 53.42073
CREST - Centre for Research in Engineering Surface Technology - Dublin The CREST Centre in Dublin Institute of Technology, is the only dedicated surface coatings laboratory on the Island of Ireland. It exists to serve the SMART economy by means of translating in-house fundamental knowledge … Technology Gateway -6.266324 53.33840
IMaR - Intelligent Mechatronics and RFID - Tralee In 2013 the IT Tralee was awarded Enterprise Ireland Technology Gateway funding (up to €1.2m over 5 years) to establish the IMaR Technology Gateway. The principal theme of the IMaR Technology Gateway is on the design and… Technology Gateway -9.689690 52.27192
MiCRA - Microsensors for Clinical Research and Analysis - Dublin MiCRA is an award winning Technology Gateway located in the Institute of Technology, Tallaght. The Gateway was established, through funding from Enterprise Ireland, to enable Industry access to the skills, expertise and … Technology Gateway -6.367307 53.28941
PMBrc - Pharmaceutical & Molecular Biotechnology Research Centre - Waterford The Pharmaceutical and Molecular Biotechnology Research Centre (PMBRC) is an applied research centre which aims to support the sustainable growth of the pharmaceutical and healthcare industry in the south east of Ireland… Technology Gateway -7.141660 52.24734
SEAM - South Eastern Applied Materials Research Centre - Waterford SEAM is an industry focussed applied research centre, providing innovative materials engineering solutions for companies from a wide range of sectors, including bio-medical devices, pharmaceuticals, micro-electronics, pr… Technology Gateway -7.136028 52.24613
Shannon ABC - Nutraceuticals Research - Tralee/ Limerick Shannon ABC Gateway in Institute of Technology Tralee, has on-going and expanding programmes to explore natural products for novel bioactive substances of value to the Healthcare, Forensic, Pharmaceutical, Food, Cosmeti… Technology Gateway -8.649413 52.67435
NIMBUS - Embedded Computing and Software Systems - Cork The NIMBUS Gateway based in the Nimbus Centre at CIT, has a team of 40+ hardware and software researchers working with companies who require technical expertise in Smart Technologies, Internet of Things and Cyber Physica… Technology Gateway -8.535970 51.88588
WiSAR Lab - Wireless Sensor Technologies - Letterkenny The WiSAR Lab is an Enterprise Ireland funded Technology Gateway (www.technologygateway.ie) based in the CoLab in the Letterkenny Institute of Technology (LYIT). The core objective of the WiSAR Gateway is to become a hub… Technology Gateway -7.720985 54.95204
Teagasc Food Research Centre - Ashtown & Moorepark The Food Programme focuses on quality, safety and food product innovation, with emphasis in Ashtown on meat and meat products, cereals and consumer foods and food industry support services Agri-Food Business and Spatial… National Institutes and Facilities -6.336622 53.38093
ADAPT - Centre for Digital Content Technology ADAPT research and technologies will help businesses in all sectors to manage, personalise and deliver digital content more effectively. SFI Research Centre -6.254577 53.34389
iCRAG - Irish Centre for Research in Applied Geosciences Introduction to iCRAG- Irish Centre for Research in Applied Geosciences SFI Research Centre -6.222805 53.30925
CURAM SFI Research Centre for Medical Devices - Galway CÚRAM aims to radically improve health outcomes for patients by developing ‘smart’ medical devices and implants. These devices are developed through collaborations with industry partners and hospital groups, to enable ra… SFI Research Centre -9.074015 53.29071
CONNECT - The Centre for Future Networks and Communications - Dublin The Centre for Future Networks and Communications (CONNECT) is a research centre for communications networking, services, applications and technologies. SFI Research Centre -6.250170 53.34221
DPTC - The Dairy Processing Technology Centre Introduction to DPTC - The Dairy Processing Technology Centre (DPTC) is an industry–academic collaborative research centre, hosted by the University of Limerick, with a research agenda driven by the long-term growth oppo… Technology Centre -8.575857 52.67499
Marine Institute Introduction to the Marine Institute. National Institutes and Facilities -8.976420 53.24823
ICHEC - Irish Centre for High-End Computing Introduction to ICHEC - Irish Centre for High-End Computing National Institutes and Facilities -6.241150 53.34181
Tyndall National Institute Introduction to Tyndall National Institute. National Institutes and Facilities -8.483326 51.89837
NIBRT - National Institute for Bioprocessing Research & Training Introduction to NIBRT - National Institute for Bioprocessing Research & Training National Institutes and Facilities -6.212018 53.30261
Royal College of Surgeons Ireland (RCSI) Since its foundation in 1784, RCSI has played a leadership role in both research and in Irish surgical and medical education. The College’s research vision is to improve human health through translational medical researc… University TTO -6.261964 53.33912
Precision Engineering, Materials and Manufacturing research - Sligo Technology Gateway -8.464580 54.27685
MET Gateway - Medical & Engineering Technology - Galway Technology Gateway -9.004393 53.27638
Design and Applied Design Technology Gateway - Carlow Technology Gateway -6.937362 52.82773
BiOrbic Bioeconomy Research Centre - Dublin BiOrbic Bioeconomy Research Centre harnesses the wealth of Ireland’s natural resources on land and in the sea for the development of a sustainable circular Irish bioeconomy, enabling vibrant sustainable communities.. SFI Research Centre -6.219077 53.30706
CONFIRM - Smart Manufacturing Research Centre - Limerick Smart manufacturing involves the complete convergence of IT systems and industrial automation systems. Confirm’s mission is to support the transformation of the Irish manufacturing sector to a smart manufacturing paradig… SFI Research Centre -8.576760 52.67256
Future Neuro - Centre for Chronic and Rare Neurological Diseases - Dublin Future-Neuro will develop novel therapeutics, diagnostics and e-health infrastructure for patients with chronic and rare neurological diseases of significant economic and societal burden. SFI Research Centre -6.262576 53.33897
HRB - Health Research Board Health Research Board Clinical Research Coordination Ireland (HRB CRCI) is an independent integrated national clinical research network, providing centralised support in the conduct of multicentre clinical trials (both c… National Institutes and Facilities -6.244775 53.33724
I-Form Advanced Manufacturing Research Centre - Dublin SFI Research Centre -6.220654 53.30534
MTI - Meat Technology Ireland Meat Technology Ireland (MTI) is an industry-led initiative that will build a strategic research and innovation base in beef and sheepmeat processing in Ireland. Technology Centre -6.336622 53.38072
National College of Ireland (NCI) TTO The NCI Technology Transfer office was set up to assist staff and students in the commercialisation of research which is supported by Enterprise Ireland and Knowledge Transfer Ireland under the Technology Transfer Streng… University TTO -6.243179 53.34882
DIAS - The Dublin Institute for Advanced Studies (TTO) DIAS, a unique institution in the Irish research landscape, has a role and focus to conduct scholarship and fundamental advanced research in specific disciplines. DIAS acts as a national hub for those disciplines and has… Institute of Technology TTO -6.245638 53.33134
TSSG - Telecommunications Software & Systems Gateway TSSG in Waterford Institute of Technology can assist you to unlock the potential of your business through the design and delivery of technology that empower’s your business to meet the demands of today’s customers. TSSG… Technology Gateway -7.139858 52.24607
National College of Art & Design (NCAD) TTO NCAD Origin8 was established in 2013 as our technology transfer office and client gateway. Our focus to date has been to commercialise close to market product design. NCAD Origin8 has had three campus company spin-outs,… University TTO -6.278675 53.34292
Technological University Dublin (TU Dublin) TTO TU Dublin hosts a thriving research community engaged in applying innovation and technology to solve the world’s most pressing challenges. With campuses in Dublin City, Tallaght and Blanchardstown. University TTO -6.278980 53.35321
VistaMilk The SFI VistaMilk Centre represents a unique collaboration between Agri-Food and information communications technology (ICT) research institutes and leading Irish/multinational food and ICT companies. SFI Research Centre -8.264160 52.16325
APT – Advanced Processing Technology Research Centre Dublin The Advanced Processing Technology Research Centre (APT), is a leading interdisciplinary research centre located in the Dublin City University for a world class materials and laser processing and advanced manufacturing r… National Institutes and Facilities -6.263190 53.38481
CREDIT - Centre for Renewables and Energy - Dundalk Technology Gateway -6.540900 53.95093

Plotting Data

Setting up basic county map

The base map will be my map of Local Electoral Areas which is available on GitHub and can be downloaded directly into R. We make a couple of changes here, grouping areas by County using group_by and summarise over geometry, and we convert the coordinate reference system to the Irish Transverse Mercator (ITM) which has EPSG code 2157 (the initial CRS of lea_166 is ‘World Geodetic System 1984’ (WGS 84) which has EPSG code 4326). The reason that we switch away from WGS 84 is that in that reference system, the latitude scale is greater than the longitude scale, e.g. a box drawn over Ireland which is one degree of longitude wide and one degree of latitude high will appear as a tall rectangle. With ITM the x and y scales (which are given in metres) are similar. Note that plots of the map still has axes with showing degrees longitude and latitude rather than metres.

county_map_itm <- st_read("https://raw.githubusercontent.com/brendanjodowd/maps/main/lea_166.geojson" , quiet=T) %>%
  group_by(COUNTY) %>%
  summarise(geometry = st_union(geometry)) %>%
  st_transform(crs = 2157)

ggplot(county_map_itm) +
  geom_sf()

Creating circles for inset

Before I plot the organisations from the Knowledge Transfer Ireland website, I want to create a circular inset for Dublin, since many of the organistaions are based there. This is done by creating a new sf layer which is scaled and pushed eastwards. First we create a circle over Dublin showing what area is to be included in the inset. This is done using by choosing the centroid of Dublin as the centre (with the help of st_centroid) and creating a circle around that point using st_buffer with a radius of 30k (30,000 metres).

dublin_cntrd <-  st_centroid(county_map_itm %>% filter(COUNTY=="Dublin"))

dub_circle_small <- dublin_cntrd %>%
  st_buffer(30000)

ggplot(county_map_itm) +
  geom_sf() +  
  geom_sf(data =dub_circle_small)

Now we’ll make a larger circle for where the inset is going to go. We specify dub_x and dub_y which are the x-y distances that will transform the scaled area eastwards and northwards, and dub_scale which specifies the zoom level for the inset (and the scale of dub_circle_big compared to dub_circle_small )

dub_x <- 160000; dub_y <- 20000; dub_scale <- 4 

# First take geometry of dub_circle_small
dub_circle_big <- dub_circle_small %>%  
  st_geometry()
# Translate it eastwards and northwards
dub_circle_big <- dub_circle_big + c(dub_x,dub_y)
# Scale it by dub_scale
dub_circle_big <- (dub_circle_big - st_centroid(dub_circle_big))  * dub_scale + st_centroid(dub_circle_big)
# Convert back into an sf object
dub_circle_big <- dub_circle_big %>% 
  st_as_sf(crs = 2157) %>%
  rename(geometry=x)

ggplot(county_map_itm) +  
  geom_sf() +
  geom_sf(data =dub_circle_small) +
  geom_sf(data =dub_circle_big)

Creating map content for inset

What about the actual map of Dublin that will appear in the circular inset? We produce that using st_intersection with arguments of the original map (county_map_itm) and the small circle around Dublin. We immediately create a copy of this to use later on, as we would like to be able to see the shape of Dublin within the small circle.

The inset is then translated and scaled in the same way that was done for dub_circle_big above.

dub_inset <- st_intersection(county_map_itm, dub_circle_small) %>%  
  st_geometry()

dub_inset_small <- dub_inset # keep this copy to make grey area within small circle.

dub_inset  <- dub_inset + c(dub_x,dub_y)
dub_inset <-  (dub_inset - st_coordinates(st_centroid(dub_circle_big)) )  * dub_scale +  st_coordinates(st_centroid(dub_circle_big))
dub_inset <- dub_inset %>% st_as_sf(crs = 2157) %>%
  rename(geometry=x)

At this point I would like to be able to draw two lines between the small and big circles of my inset. These are external tangents. I have written a function tangents that can produce these. It takes as arguments the centre x and y coordinates of the first circle, followed by its radius, followed by the same details for the second circle. It returns a 4x2 dataframe where the first two rows have the x and y coordinates for the first line and the last two rows have the x and ys for the second tangent.

tangents <- function(c1x, c1y, c1r , c2x , c2y , c2r){
  phi <- atan2((c2y-c1y) , (c2x - c1x)) + acos((c1r - c2r) /  sqrt( ((c2x-c1x)^2)  +  ((c2y-c1y)^2)  ) )
  t1x <-  c1x + c1r * cos(phi)
  t1y <-  c1y + c1r * sin(phi)
  t2x <-  c2x + c2r * cos(phi)
  t2y <-  c2y + c2r * sin(phi)
  output_df <- data.frame(x = c(t1x , t2x) , y = c(t1y , t2y) )
  phi <- atan2((c2y-c1y) , (c2x - c1x)) - acos((c1r - c2r) /  sqrt( ((c2x-c1x)^2)  +  ((c2y-c1y)^2)  ) )
  t1x <-  c1x + c1r * cos(phi)
  t1y <-  c1y + c1r * sin(phi)
  t2x <-  c2x + c2r * cos(phi)
  t2y <-  c2y + c2r * sin(phi)
  output_df <- bind_rows(output_df ,  data.frame(x = c(t1x , t2x) , y = c(t1y , t2y) ))
  rm(t1x ,t1y ,t2x , t2y)
  output_df
}

Here we use that tangents function, and convert the output into two lines by adding a column called line which is equal to 1 and 2, summarising over this and then converting into sf lines using st_cast("LINESTRING").

# specify details of the small circle
c1x <- st_coordinates(dub_circle_small %>% st_centroid())[,1]
c1y <- st_coordinates(dub_circle_small %>% st_centroid())[,2]
c1r <- 30000
# specify details of the big circle
c2x <- st_coordinates(dub_circle_big %>% st_centroid())[,1]
c2y <- st_coordinates(dub_circle_big %>% st_centroid())[,2]
c2r <- 30000*dub_scale

# pop these details into the tangents function and convert into two sf lines.
tan_df <- tangents(c1x , c1y, c1r, c2x, c2y, c2r) %>%  
  st_as_sf(coords = c("x", "y") , crs = 2157) %>%
  bind_cols(line = rep(1:2, each=2)) %>%
  group_by(line) %>%
  summarize(m = mean(line)) %>% 
  st_cast("LINESTRING")

ggplot(county_map_itm) +
  geom_sf() +
  geom_sf(data = dub_circle_small , fill=NA) +
  geom_sf(data = dub_circle_big) +
  geom_sf(data = dub_inset) +
  geom_sf(data = tan_df)

Finding and transposing hubs in the inset

We have a little work to do with our hub data before we can plot it. We have to convert it into an sf object using its current coordinate reference system (WGS 84) and then convert to ITM.

hub_data <- hub_data %>% 
  st_as_sf(coords = c("long", "lat"), crs = 4326) %>%
  st_transform(crs=2157)

ggplot(county_map_itm) +  
  geom_sf() +
  geom_sf(  data =dub_circle_small , fill=NA) +
  geom_sf(  data =dub_circle_big) +
  geom_sf(  data =dub_inset) +
  geom_sf(data  = tan_df) +
  geom_sf(data  = hub_data)

Now I want to find out which organisations are based within the Dublin circle, and transpose these into the zoomed inset. We create a dataframe for the hubs in the small circle called hubs_dub. Initially this dataframe contains two columns, row.id which is just equal to 1, indicating that these organisations are in the first element of the first argument (the small circle), and col.id which is an integer referring to the elements from the second argument (the hub coordinates). Thus we have lost the details of the actual hubs inside the small circle. We can join these on from the hub_data dataframe by creating within it a column called col.id which is equal to the row number within that dataframe.

# dataframe containing row ids for organisations within the small circle.
hubs_dub <- st_contains(dub_circle_small , hub_data) %>%  
  data.frame()
  
# join on the details from hub_data
hubs_dub <- inner_join(hub_data %>% 
                         select(name, type) %>%
                         mutate(col.id = row_number()) , 
                       hubs_dub) %>% 
  # transpose ... 
  mutate(geometry = geometry + c(dub_x,dub_y)) %>%
  # ...  and scale
  mutate(geometry = (geometry-st_coordinates(st_centroid(dub_circle_big)) )*dub_scale + st_coordinates(st_centroid(dub_circle_big))) %>%
  select(name , type )

Now we can recreate the dataframe hub_data by including all of the organisations which are not in the small circle, and then adding all of the organisations which have been transposed to the inset (the ones which were inside the small circle are therefore excluded).

hub_data <- bind_rows(hub_data %>% filter(! name %in% (hubs_dub %>% pull(name))),
                      hubs_dub)

ggplot(county_map_itm) +  
  geom_sf() +
  geom_sf(data = dub_circle_small , fill=NA) +
  geom_sf(data = dub_circle_big) +
  geom_sf(data = dub_inset) +
  geom_sf(data = tan_df) +
  geom_sf(data = hub_data)

Creating hexagonal grid

Now I want to create a hexagonal grid over the map, and later we will assign each of the organisations to a specific hexagon in this grid. To make this hexagonal grid we create a single shape which is large enough to cover the whole area in which organisations are located (including those in the transposed inset), and we then we use st_make_grid with square = FALSE to make a hexagonal grid over that area. The single shape we start off with is a triangle which is simple to create. It has its lower left corner at coordinates (400,000, 500,000) which is off the south-west of Cork and Kerry, and it has a height and width of 600km, which is large enough to cover the area we want. Then hex_grid is created with square = FALSE as mentioned already to create a hexagonal grid, and n equal to c(80, 80), which means that the grid will be 80 hexagons across and 80 hexagons high. I also make a variable called hex_num so that each hexagon has a unique id.

x0 <- 400000; y0 <- 500000; d0 <- 600000
triangle = st_sfc(st_polygon(list(rbind(c(x0,y0), c(x0+d0,y0), c(x0+d0,y0+d0), c(x0,y0)))))

hex_grid <- st_make_grid(triangle,  
                         square = FALSE , 
                         n = c(80, 80)) %>% 
  st_as_sf(crs =2157) %>%  
  mutate(hex_num=row_number())

rm(triangle , x0,y0,d0)

ggplot(county_map_itm) +  
  geom_sf() +
  geom_sf(data = dub_circle_small , fill=NA) +
  geom_sf(data = dub_circle_big) +
  geom_sf(data = dub_inset) +
  geom_sf(data = tan_df) +
  geom_sf(data = hex_grid , colour="red"  , fill=NA) + 
  geom_sf(data = hub_data)

Assigning organisations to hexagons

Before I assign each organisation to a hexagon I need to find the coordinates of the centre of each hexagon. I create that data in a dataframe called hex_centres.

hex_centres <- hex_grid %>% 
  st_centroid() %>%  
  rename(coords=1) %>%
  mutate(x = st_coordinates(.)[,1], y = st_coordinates(.)[,2]) %>%
  st_drop_geometry()
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1914 546250 935177.8
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1918 546250 987139.3
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1920 546250 1013120.1
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1928 550000 500000.0
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1930 550000 525980.8
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1932 550000 551961.5
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1936 550000 603923.0
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1940 550000 655884.6
1941 550000 668875.0
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1944 550000 707846.1
1945 550000 720836.5
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1949 550000 772798.0
1950 550000 785788.4
1951 550000 798778.8
1952 550000 811769.1
1953 550000 824759.5
1954 550000 837749.9
1955 550000 850740.3
1956 550000 863730.7
1957 550000 876721.1
1958 550000 889711.4
1959 550000 902701.8
1960 550000 915692.2
1961 550000 928682.6
1962 550000 941673.0
1963 550000 954663.3
1964 550000 967653.7
1965 550000 980644.1
1966 550000 993634.5
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1968 550000 1019615.2
1969 550000 1032605.6
1970 550000 1045596.0
1971 550000 1058586.4
1972 550000 1071576.8
1973 550000 1084567.1
1974 550000 1097557.5
1975 553750 506495.2
1976 553750 519485.6
1977 553750 532476.0
1978 553750 545466.3
1979 553750 558456.7
1980 553750 571447.1
1981 553750 584437.5
1982 553750 597427.9
1983 553750 610418.2
1984 553750 623408.6
1985 553750 636399.0
1986 553750 649389.4
1987 553750 662379.8
1988 553750 675370.1
1989 553750 688360.5
1990 553750 701350.9
1991 553750 714341.3
1992 553750 727331.7
1993 553750 740322.0
1994 553750 753312.4
1995 553750 766302.8
1996 553750 779293.2
1997 553750 792283.6
1998 553750 805274.0
1999 553750 818264.3
2000 553750 831254.7
2001 553750 844245.1
2002 553750 857235.5
2003 553750 870225.9
2004 553750 883216.2
2005 553750 896206.6
2006 553750 909197.0
2007 553750 922187.4
2008 553750 935177.8
2009 553750 948168.1
2010 553750 961158.5
2011 553750 974148.9
2012 553750 987139.3
2013 553750 1000129.7
2014 553750 1013120.1
2015 553750 1026110.4
2016 553750 1039100.8
2017 553750 1052091.2
2018 553750 1065081.6
2019 553750 1078072.0
2020 553750 1091062.3
2021 553750 1104052.7
2022 557500 500000.0
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2033 557500 642894.2
2034 557500 655884.6
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2037 557500 694855.7
2038 557500 707846.1
2039 557500 720836.5
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7660 1003750 1091062.3
7661 1003750 1104052.7

I also need to convert hubs_data from an sf object into a dataframe with the x and y coordinates stored as separate columns, so that distances to hexagon centres can be calculated. There might be a way of going about this where the hexagons and organisations are left as sf objects, and distances are calculated using st_distance, but anyway.

hub_data <- hub_data %>% 
  mutate(x = st_coordinates(.)[,1] , y = st_coordinates(.)[,2] ) %>% 
  st_drop_geometry()

Now that we have the coordinates as separate variables in their datasets we can assign each organistion to an individual hexagon. This is done by using a vector containing the hexagon ids which are already assigned to an organisation called hex_gone_list (it is initially set up containing ‘1’ which isn’t near any of the organisations, so that doesn’t matter).

We have a separate list, which starts out empty, that will contain all of the information on organisations and their nearest hexagons.

We loop over all of the organisations in hub_data, and in each case calculate the distance to all remaining hexagons. Then we filter out the one with the minimum distance. The id for that hexagon (hex_num) is added to the hex_gone_list so that it is excluded from further distance checks, and the data for the organisation and its paired hexagon is added to the hex_list. We then make a dataframe from hex_list using bind_rows.

hex_gone_list <- c(1)
hex_list <- list()

for(i in 1:nrow(hub_data)){  
  org_hex_pair <- hex_centres %>%
    filter(! hex_num %in% hex_gone_list) %>%
    mutate(x0 = hub_data$x[i] , y0= hub_data$y[i],
           dist = sqrt(    ((x0-x)^2)   +    ((y0-y)^2)   ) ) %>%
    filter(dist == min(dist)) %>%
    mutate(name = hub_data$name[i] , type = hub_data$type[i])
  
  hex_gone_list <- c(hex_gone_list , org_hex_pair$hex_num[1])
  
  hex_list[[i]] <- org_hex_pair
  rm(org_hex_pair)
}

Now that we have a list of all of the hex IDs and associated organisation names and types, we can link it to hex_grid which has the geometries of the hexagons for plotting.

org_hexes <- hex_grid %>%  
  inner_join(bind_rows(hex_list) %>% 
               select(hex_num , name, type)) 
hex_num name type x
1091 Munster Technological University Kerry (MTU Kerry) TTO University TTO POLYGON ((482500 612583.3, …
1137 IMaR - Intelligent Mechatronics and RFID - Tralee Technology Gateway POLYGON ((486250 606088.1, …
1616 CURAM SFI Research Centre for Medical Devices - Galway SFI Research Centre POLYGON ((523750 723001.5, …
1663 National University of Ireland Galway TTO (NUIG) University TTO POLYGON ((527500 716506.4, …
1710 Galway-Mayo Institute of Technology (GMIT) TTO Institute of Technology TTO POLYGON ((531250 723001.5, …
1757 Marine Institute National Institutes and Facilities POLYGON ((535000 716506.4, …
1804 MET Gateway - Medical & Engineering Technology - Galway Technology Gateway POLYGON ((538750 723001.5, …
1940 CONFIRM - Smart Manufacturing Research Centre - Limerick SFI Research Centre POLYGON ((550000 651554.4, …
1987 Shannon ABC - Nutraceuticals Research - Tralee/ Limerick Technology Gateway POLYGON ((553750 658049.6, …
2027 CAPPA - Centre for Advanced Photonics and Process Analysis - Cork Technology Gateway POLYGON ((557500 560621.8, …
2028 NIMBUS - Embedded Computing and Software Systems - Cork Technology Gateway POLYGON ((557500 573612.2, …
2034 Limerick Institute of Technology Institute of Technology TTO POLYGON ((557500 651554.4, …
2035 DPTC - The Dairy Processing Technology Centre Technology Centre POLYGON ((557500 664544.8, …
2074 Munster Technological University Cork (MTU Cork) TTO University TTO POLYGON ((561250 567117, 55…
2080 Pharmaceutical Manufacturing (PMTC) - Limerick Technology Centre POLYGON ((561250 645059.3, …
2081 University of Limerick (UL) TTO University TTO POLYGON ((561250 658049.6, …
2121 INFANT - Irish Centre for Foetal and Neonatal Translational Research - Cork HEI Profiles POLYGON ((565000 560621.8, …
2122 APC - Microbiome Institute - Cork SFI Research Centre POLYGON ((565000 573612.2, …
2128 Lero - Irish Software Engineering Research Centre - Limerick SFI Research Centre POLYGON ((565000 651554.4, …
2142 Precision Engineering, Materials and Manufacturing research - Sligo Technology Gateway POLYGON ((565000 833419.8, …
2168 University College Cork (UCC) TTO University TTO POLYGON ((568750 567117, 56…
2169 Tyndall National Institute National Institutes and Facilities POLYGON ((568750 580107.3, …
2175 SSPC, the SFI Research Centre for Pharmaceuticals SFI Research Centre POLYGON ((568750 658049.6, …
2215 IPIC - Irish Photonic Integration Centre - Cork SFI Research Centre POLYGON ((572500 560621.8, …
2216 MaREI - Marine Renewable Energy Ireland - Cork SFI Research Centre POLYGON ((572500 573612.2, …
2236 Institute of Technology Sligo TTO Institute of Technology TTO POLYGON ((572500 833419.8, …
2262 MCCI - Microelectronics - Cork Technology Centre POLYGON ((576250 567117, 57…
2312 VistaMilk SFI Research Centre POLYGON ((580000 599592.9, …
2605 COMAND - Interactive Media Technologies - Athlone Technology Gateway POLYGON ((602500 742487.1, …
2651 Athlone Institute of Technology Institute of Technology TTO POLYGON ((606250 735991.9, …
2699 APT - Applied Polymer Technologies - Athlone Technology Gateway POLYGON ((610000 742487.1, …
2806 WiSAR Lab - Wireless Sensor Technologies - Letterkenny Technology Gateway POLYGON ((617500 911362.1, …
2852 Letterkenny Institute of Technology (LYIT) TTO Institute of Technology TTO POLYGON ((621250 904866.9, …
3205 TSSG - Telecommunications Software & Systems Gateway Technology Gateway POLYGON ((651250 606088.1, …
3253 PMBrc - Pharmaceutical & Molecular Biotechnology Research Centre - Waterford Technology Gateway POLYGON ((655000 612583.3, …
3299 Waterford Institute of Technology (WIT) TTO Institute of Technology TTO POLYGON ((658750 606088.1, …
3347 SEAM - South Eastern Applied Materials Research Centre - Waterford Technology Gateway POLYGON ((662500 612583.3, …
3398 Design and Applied Design Technology Gateway - Carlow Technology Gateway POLYGON ((666250 671040, 66…
3492 Institute of Technology Carlow (IT Carlow) TTO Institute of Technology TTO POLYGON ((673750 671040, 67…
3737 CREDIT - Centre for Renewables and Energy - Dundalk Technology Gateway POLYGON ((692500 794448.6, …
3878 Dundalk Institute of Technology (DkIT) TTO Institute of Technology TTO POLYGON ((703750 800943.8, …
4908 Maynooth University TTO University TTO POLYGON ((786250 748982.3, …
5375 IMR - Irish Manufacturing Research - Mullingar Technology Centre POLYGON ((823750 710011.2, …
5661 Technological University Dublin (TU Dublin) - Blanchardstown TTO University TTO POLYGON ((846250 761972.7, …
5704 MiCRA - Microsensors for Clinical Research and Analysis - Dublin Technology Gateway POLYGON ((850000 703516, 84…
5751 Technological University Dublin (TU Dublin) - Tallaght TTO University TTO POLYGON ((853750 710011.2, …
5802 MTI - Meat Technology Ireland Technology Centre POLYGON ((857500 755477.5, …
5848 Teagasc Food Research Centre - Ashtown & Moorepark National Institutes and Facilities POLYGON ((861250 748982.3, …
5941 National College of Art & Design (NCAD) TTO University TTO POLYGON ((868750 735991.9, …
5988 Royal College of Surgeons Ireland (RCSI) University TTO POLYGON ((872500 729496.7, …
5989 Technological University Dublin (TU Dublin) TTO University TTO POLYGON ((872500 742487.1, …
6034 HRB - Health Research Board National Institutes and Facilities POLYGON ((876250 723001.5, …
6035 ADAPT - Centre for Digital Content Technology SFI Research Centre POLYGON ((876250 735991.9, …
6036 APT – Advanced Processing Technology Research Centre Dublin National Institutes and Facilities POLYGON ((876250 748982.3, …
6081 DIAS - The Dublin Institute for Advanced Studies (TTO) Institute of Technology TTO POLYGON ((880000 716506.4, …
6082 CREST - Centre for Research in Engineering Surface Technology - Dublin Technology Gateway POLYGON ((880000 729496.7, …
6083 National College of Ireland (NCI) TTO University TTO POLYGON ((880000 742487.1, …
6084 Dublin City University (DCU) TTO University TTO POLYGON ((880000 755477.5, …
6128 Future Neuro - Centre for Chronic and Rare Neurological Diseases - Dublin SFI Research Centre POLYGON ((883750 723001.5, …
6129 Trinity College Dublin (TCD) TTO University TTO POLYGON ((883750 735991.9, …
6130 Insight – Centre for Data Analytics SFI Research Centre POLYGON ((883750 748982.3, …
6175 CeADAR – Data Analytics & Machine Intelligence - Dublin Technology Centre POLYGON ((887500 716506.4, …
6176 AMBER - Advanced Materials and BioEngineering Research - Dublin SFI Research Centre POLYGON ((887500 729496.7, …
6177 CONNECT - The Centre for Future Networks and Communications - Dublin SFI Research Centre POLYGON ((887500 742487.1, …
6221 NIBRT - National Institute for Bioprocessing Research & Training National Institutes and Facilities POLYGON ((891250 710011.2, …
6222 FHI - Food for Health Ireland - Dublin Technology Centre POLYGON ((891250 723001.5, …
6223 Learnovate Centre - Dublin Technology Centre POLYGON ((891250 735991.9, …
6269 University College Dublin (UCD) TTO University TTO POLYGON ((895000 716506.4, …
6270 ICHEC - Irish Centre for High-End Computing National Institutes and Facilities POLYGON ((895000 729496.7, …
6315 BiOrbic Bioeconomy Research Centre - Dublin SFI Research Centre POLYGON ((898750 710011.2, …
6316 iCRAG - Irish Centre for Research in Applied Geosciences SFI Research Centre POLYGON ((898750 723001.5, …
6363 I-Form Advanced Manufacturing Research Centre - Dublin SFI Research Centre POLYGON ((902500 716506.4, …
6456 Dun Laoghaire Institute of Art, Design & Technology (IADT) TTO Institute of Technology TTO POLYGON ((910000 703516, 90…

Final plot

Now we can plot org_hexes as an extra layer in our map. We add dub_inset_small as a layer too in a darker shade of grey than the rest of the country.

ggplot(county_map_itm) +  
  geom_sf() +
  geom_sf(data = dub_circle_small , fill=NA) +
  geom_sf(data = dub_circle_big, fill=NA) +
  geom_sf(data = dub_inset) +
  geom_sf(data = dub_inset_small , fill="grey80") +
  geom_sf(data = tan_df , colour= "grey35") +
  geom_sf(data = org_hexes, aes(fill=type) , colour=NA) +
  scale_fill_manual(values = RColorBrewer::brewer.pal(7, "Dark2")) +
  labs(fill = "") +
  theme_void()

That’s it. You can make some additional code to do some “annealing” of the hexagon-organisation allocations to minimise the sum of the distances. Each hexagon has six neighbours, and their ID number varies by -48 (lower left), -94 (left), -49 (top left), +47 (top right), +94 (right) and +46 (bottom right). So you could run, say, 10,000 iterations where organisations swap hexes with one of their neighbouring cells and see if the total distance is reduced, keeping changes where that is the case.